Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431590	CLM	Linda Morris	1955-08-06	UHC-71276-86	4099501312	691 Broadway, Columbus, OH, 43270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402677	CLM	Jack W Gutierraz	1993-02-22	UHC-11771-60	—	3287 Bayshore Dr, Orlando, FL, 32887	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432630	CLM	Theresa Myers	1942-11-05	UHC-12785-42	—	1561 Indian School Rd, Houston, TX, 77052	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-421834	CLM	Olivia V Howard	1976-06-04	UHC-51459-51	4017921329	3919 Ocean Ave, Mesa, AZ, 85223	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426658	CLM	Hannah Ortiz	1957-10-10	UHC-87191-37	—	6790 Harbor Blvd, San Diego, CA, 92126	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425283	CLM	Christina Green	1969-11-10	—	—	8203 Jefferson Ave, Glendale, AZ, 85351	0.78	Name re-cased Two-digit birth year City re-cased Plan code upper-cased+1 more
CLM-419854	CLM	Roy Mills	1963-12-12	UHC-46354-30	—	5385 Elm St, Minneapolis, MN, 55473	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409300	CLM	Raymond Campbell	2002-11-15	—	7735217027	5500 Ocean Ave, Glendale, AZ, 85328	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424097	CLM	Santiago Mason	2006-05-19	UHC-55720-62	—	8400 Pine Dr, Nashville, TN, 37268	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-424937	CLM	Wayne Ward	1940-05-22	—	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
CLM-418783	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	—	1909 Canyon Rd, Denver, CO, 80250	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428853	CLM	Jeffrey Santos	1943-08-15	UHC-37212-67	9257696225	2114 Canyon Rd, San Antonio, TX, 78248	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410791	CLM	Lucia F Edwards	1970-06-17	UHC-42348-35	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431943	CLM	Madison Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-408642	CLM	Amanda Cole	1965-07-03	UHC-99435-72	—	4164 Broadway, Sacramento, CA, 95819	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-424542	CLM	Noah Dixon	1968-05-24	UHC-37800-54	—	5291 Camelback Rd, Atlanta, GA, 30396	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-426154	CLM	Tyler D Webb	1969-11-25	UHC-69644-36	5827243067	9487 River Rd, Mesa, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427448	CLM	Jerry Thompson	2002-05-17	UHC-11477-88	—	8227 Mesa Dr, Atlanta, GA, 30338	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411677	CLM	Jackie Fowler	1997-10-11	UHC-49887-17	3757995326	2710 Forest Ave, Fresno, CA, 93718	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-411219	CLM	Kevin Mills	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422038	CLM	Abigail K Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410685	CLM	Thomas Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-418799	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404793	CLM	Patrick Spencer	2007-05-02	—	4588726298	1958 Park Pl, Nashville, TN, 37297	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402632	CLM	Kayla Hart	1966-12-18	UHC-59228-60	—	61 Washington St, Tempe, AZ, 85220	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-423653	CLM	David Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400287	CLM	Ryan O Howard	1986-10-19	UHC-84952-58	—	6529 Mesa Dr, Las Vegas, NV, 89105	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405979	CLM	Alexander Aguilar	1999-03-21	UHC-60515-47	—	2890 Jefferson Ave Apt 9, Columbus, OH, 43238	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-429574	CLM	Dorothy Gray	2001-09-19	—	6877555507	1611 Market St, Denver, CO, 80242	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431161	CLM	Larry Carter	1981-10-14	UHC-87408-53	—	1439 Maple Ave # 342, Scottsdale, AZ, 85256	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-428488	CLM	Beverly Clark	1963-03-12	UHC-71793-40	9074288115	8865 Broadway, Houston, TX, 77022	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-423145	CLM	Rebecca C McDonald	1999-03-21	UHC-79820-75	5498149132	5631 Sage Ct, Scottsdale, AZ, 85275	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431477	CLM	Richard Clark	1972-10-03	UHC-54936-57	—	569 Forest Ave, Atlanta, GA, 30377	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-404558	CLM	Beverly Nunez	1983-11-16	—	—	3434 Spring St, Nashville, TN, 37226	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418420	CLM	Joseph Vargas	1967-03-08	—	—	8941 Baseline Rd, Tempe, AZ, 85247	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424859	CLM	Stephanie Bell	1957-03-11	—	—	8348 Elm St, Minneapolis, MN, 55440	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402153	CLM	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way, Orlando, FL, 32884	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-428294	CLM	Anna Obrien	1941-06-20	UHC-94402-84	3205222007	8933 Washington St, Houston, TX, 77053	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403928	CLM	Omar Cunningham	1942-12-28	UHC-84013-63	—	6179 Maple Ave, Jacksonville, FL, 32250	0.78	City re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-411362	CLM	Marcus C Wong	2006-10-05	UHC-03574-75	5012574386	8541 Desert Sky Blvd, Mesa, AZ, 85278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401344	CLM	Sara Kelly	2004-06-07	—	—	6151 Pine Dr, Tempe, AZ, 85267	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429866	CLM	Carol V Ruiz	2007-05-05	—	—	1381 Sunset Blvd, Seattle, WA, 98107	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409311	CLM	Cheryl Kelly	1972-12-28	—	7453931076	701 Valley View Dr, Las Vegas, NV, 89103	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407254	CLM	Robert Garrett	1963-04-16	—	—	6221 Canyon Rd, Mesa, AZ, 85219	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420337	CLM	Raymond N Mills	—	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-419695	CLM	Gerald Campbell	1995-05-13	—	5838830160	9226 River Rd, Glendale, AZ, 85301	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413042	CLM	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr, Austin, TX, 78762	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430157	CLM	David Marshall	1965-08-17	—	—	5382 Canyon Rd, Columbus, OH, 43290	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432365	CLM	Maria E Russell	1983-12-05	UHC-17012-96	7836836817	8622 Ocean Ave, Tucson, AZ, 85746	0.78	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-406569	CLM	Hawkins Tery	1992-04-12	UHC-48936-50	—	520 Canyon Rd, San Diego, CA, 92114	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

5,235 rows, page 77 of 105Previous Next